Knowledge Organization Using NLP
The Internet is a vast source of knowledge, with billions of pages of information readily available at our fingertips. However, finding exactly what you need can be a daunting task. The sheer volume of information available can make it difficult to extract the most relevant and useful content. This is where artificial intelligence (AI) can come in handy. AI algorithms can process vast amounts of information quickly and identify the most relevant content for your needs.
For example, AI algorithms can be used to curate news articles, blog posts, and other content from around the web. They can analyze the information and present only the most relevant content, saving you time and effort.
Knowledge Organization for Websites (KnOW)
AI can also help you improve the quality of your web pages. It can help you organize large and complex websites, including those with duplicated and conflicting information. By using AI algorithms, you can analyze your website's content, structure, and navigation, and improve its focus. You can use AI to identify areas that overlap and conflict or that may benefit from additional focus or reorganization. By doing so, you can ensure that your website presents a clear and consistent message to your visitors, and that its content is organized in a way that makes it easy for them to find what they need.
AI can also be used to analyze content on the Web for market research and competitor analysis. You can gain valuable insights into your market and your competitors, including their offerings, marketing strategies, and customer opinions. For example, you can analyze your competitors' websites, including their product descriptions, pricing, and customer reviews. This information can help you identify their strengths and weaknesses and make informed decisions about your own product offerings and marketing strategies. You can also use AI to analyze online news and blog articles to stay up-to-date on market trends and industry news. By automating this process, you can save time and effort, and ensure that you are always informed about the latest developments. In addition, you can analyze customer reviews and feedback from various sources, including online forums, customer review sites, and social media. This information can be used to gain insights into customer preferences and opinions, and to inform your product development and marketing strategies.
The ideas browser analyzes web content. You give it a list of web pages. It scans them and presents the key topics and ideas, using one of the latest AI large language models (GPT-3). It keeps backward references to the scanned pages so that, if you wan't to study an idea in detail, you can.
You can see some of its results. They were produced from lists of websites such as the one for data mesh shown below. The ideas browser is currently a prototype, but it is already useful.
Web Pages About Data Mesh
Why have a Specific Application?
Couldn't you just use a generic AI chatbot, such as ChatGPT? ChatGPT is very powerful, but it has limitations. It was trained on a vast amount of data, but not necessarily on the latest version of the latest data that you want to study. It can be trained for a specific purpose, but training large language models requires large amounts of computer power, is expensive, and may need significant manual input. Also, it presents the results as a text narrative rather than a browsable knowledge graph, which is the user experience that we now expect from the Web.